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feat(survey): enhance AI survey with comprehensive 2024-2025 tools and frameworks - #139

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survey/ai-questions-enhancement
Nov 22, 2025
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feat(survey): enhance AI survey with comprehensive 2024-2025 tools and frameworks#139
yjose merged 2 commits into
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survey/ai-questions-enhancement

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@yjose yjose commented Nov 19, 2025

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Summary

This PR enhances the AI survey section (survey/4-ai.yml) with comprehensive, data-driven options based on the current AI landscape and developer adoption trends in 2024-2025. This follows the same methodology as PR #138 (tech survey enhancement).

Changes Overview

📊 Statistics

  • Fixed: 3 naming inconsistencies
  • Removed: 3 deprecated frameworks
  • Added: 64 new options (23 AI tools + 41 frameworks/models)
  • Net Change: +61 options to improve survey coverage

Detailed Changes

✏️ Naming Fixes (3)

  1. Super mavenSupermaven

    • Corrected to official product spelling
  2. Coby.aiCody (Sourcegraph)

    • Fixed typo in AI coding assistant name
  3. NotebookLMNotebookLM (Google)

    • Added vendor for consistency with other entries

➕ AI Tools & Apps - Added 23 Options

Terminal-based Coding Tools (6)

  • Claude Code (Anthropic CLI) - Terminal-based AI coding assistant
  • Aider - AI pair programming in terminal
  • GitHub Copilot CLI - Command-line AI code completion
  • Shell GPT (sgpt) - GPT in shell commands
  • Continue.dev - Open-source AI code assistant
  • Cline (Claude Dev) - Claude-powered development tool

IDE/GUI Coding Assistants (7)

  • Windsurf (Codeium) - Next-gen AI IDE
  • Tabnine - AI code completion
  • Amazon Q Developer (CodeWhisperer) - AWS AI assistant
  • Replit AI (Ghostwriter) - Online IDE AI
  • Pieces for Developers - AI code snippet manager
  • Warp AI - AI-powered terminal
  • v0 (Vercel) - AI UI generation

AI Writing & Research (4)

  • Jasper AI - AI marketing content
  • Copy.ai - AI copywriting
  • Perplexity AI - AI search assistant
  • You.com - AI search engine

AI Design & Creative (3)

  • Stable Diffusion - Open-source image generation
  • Leonardo.ai - AI image generation
  • Adobe Firefly - Adobe AI creative suite

AI Productivity (3)

  • Microsoft Copilot (365) - Office 365 AI
  • Otter.ai - AI meeting transcription
  • Gamma - AI presentation tool

➖ AI Frameworks & Models - Removed 3 Deprecated

  1. PyBrain - Abandoned since 2014, no active development
  2. Microsoft Cognitive Toolkit - Officially deprecated by Microsoft
  3. Caffe - Superseded by PyTorch/Caffe2

🚀 AI Frameworks & Models - Added 41 Options

LLM Orchestration Frameworks (8)

  • LangGraph - Graph-based LLM workflows
  • LlamaIndex (GPT Index) - Data framework for RAG
  • Semantic Kernel (Microsoft) - Microsoft LLM SDK
  • AutoGen (Microsoft) - Multi-agent conversations
  • CrewAI - Multi-agent orchestration
  • DSPy (Stanford) - LLM pipeline framework
  • Instructor - Structured LLM outputs
  • Guardrails AI - LLM output validation

Vector Databases (6)

  • Pinecone - Managed vector database
  • Weaviate - Open-source vector DB
  • Milvus - Enterprise vector database
  • Qdrant - High-performance vector DB
  • ChromaDB - Embedding database
  • Faiss (Meta) - Similarity search library

LLM APIs & Platforms (6)

  • Anthropic Claude API - Claude API platform
  • Groq - Ultra-fast LLM inference
  • Replicate - Model deployment platform
  • Cohere - Enterprise LLM platform
  • AI21 Labs (Jamba) - Enterprise LLM
  • Perplexity API - Search-augmented LLM

AI Development SDKs (3)

  • Vercel AI SDK - TypeScript AI SDK
  • OpenAI SDK (Python/JS) - Official OpenAI SDKs
  • Anthropic SDK (Python/JS) - Official Claude SDKs

Modern LLM Models (8)

  • Qwen (Alibaba) - Multilingual LLM
  • DeepSeek - Coding-focused LLM
  • Command R (Cohere) - RAG-specialized model
  • Mixtral (Mistral AI) - Mixture-of-experts model
  • Grok (xAI) - Elon Musk's AI model
  • Stable Diffusion (Stability AI) - Image generation
  • Whisper (OpenAI) - Speech-to-text model
  • Sentence Transformers - Embedding library

Model Training & MLOps (4)

  • Axolotl - LLM fine-tuning tool
  • Unsloth - Efficient LLM training
  • PEFT / LoRA (Hugging Face) - Parameter-efficient training
  • MLflow - ML lifecycle management

AI Agents & Automation (4)

  • n8n AI - Workflow automation with AI
  • Flowise - Low-code LLM builder
  • LangFlow - Visual LangChain builder
  • BabyAGI / AutoGPT - Autonomous AI agents

Embedding Models (2)

  • OpenAI Embeddings - OpenAI embedding API
  • Cohere Embeddings - Cohere embedding API

Methodology

This enhancement follows the same rigorous approach as the tech survey enhancement (PR #138):

  1. Industry Analysis: Researched current AI landscape and developer adoption trends
  2. Fix Inconsistencies: Corrected naming errors and standardized formatting
  3. Remove Deprecated: Removed outdated/abandoned frameworks
  4. Add Missing Options: Added popular tools and frameworks from 2024-2025
  5. Maintain Structure: Preserved YAML structure and multiple-choice format

Impact

This comprehensive enhancement ensures the AI survey captures the full spectrum of tools and frameworks developers are using in 2024-2025, with special emphasis on:

  • Terminal-based development tools (requested by community)
  • Modern LLM orchestration frameworks (LangGraph, LlamaIndex, etc.)
  • Vector databases (essential for RAG applications)
  • Latest AI models and platforms (Groq, DeepSeek, Mixtral, etc.)

🤖 Generated with Claude Code

…d frameworks

Enhanced the AI survey section with 64 new options based on current AI landscape and developer adoption trends in 2024-2025, following the same methodology as the tech survey enhancement.

## Changes Made:

### Naming Fixes (3)
- Fixed "Super maven" → "Supermaven" (official spelling)
- Fixed "Coby.ai" → "Cody (Sourcegraph)" (correct product name)
- Updated "NotebookLM" → "NotebookLM (Google)" (consistency)

### AI Tools & Apps - Added 23 Options:
**Terminal-based Coding Tools (6):**
- Claude Code (Anthropic CLI)
- Aider
- GitHub Copilot CLI
- Shell GPT (sgpt)
- Continue.dev
- Cline (Claude Dev)

**IDE/GUI Coding Assistants (7):**
- Windsurf (Codeium)
- Tabnine
- Amazon Q Developer (CodeWhisperer)
- Replit AI (Ghostwriter)
- Pieces for Developers
- Warp AI
- v0 (Vercel)

**AI Writing & Research (4):**
- Jasper AI
- Copy.ai
- Perplexity AI
- You.com

**AI Design & Creative (3):**
- Stable Diffusion
- Leonardo.ai
- Adobe Firefly

**AI Productivity (3):**
- Microsoft Copilot (365)
- Otter.ai
- Gamma

### AI Frameworks & Models - Removed 3 Deprecated:
- PyBrain (abandoned since 2014)
- Microsoft Cognitive Toolkit (deprecated by Microsoft)
- Caffe (superseded by PyTorch)

### AI Frameworks & Models - Added 41 Options:
**LLM Orchestration (8):**
- LangGraph, LlamaIndex, Semantic Kernel, AutoGen, CrewAI, DSPy, Instructor, Guardrails AI

**Vector Databases (6):**
- Pinecone, Weaviate, Milvus, Qdrant, ChromaDB, Faiss

**LLM APIs & Platforms (6):**
- Anthropic Claude API, Groq, Replicate, Cohere, AI21 Labs, Perplexity API

**AI Development SDKs (3):**
- Vercel AI SDK, OpenAI SDK (Python/JS), Anthropic SDK (Python/JS)

**Modern LLM Models (8):**
- Qwen, DeepSeek, Command R, Mixtral, Grok, Stable Diffusion, Whisper, Sentence Transformers

**Model Training & MLOps (4):**
- Axolotl, Unsloth, PEFT/LoRA, MLflow

**AI Agents & Automation (4):**
- n8n AI, Flowise, LangFlow, BabyAGI/AutoGPT

**Embedding Models (2):**
- OpenAI Embeddings, Cohere Embeddings

## Summary:
- Fixed: 3 naming issues
- Removed: 3 deprecated frameworks
- Added: 64 new options (23 tools + 41 frameworks)
- Net change: +61 comprehensive AI options for 2024-2025

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <[email protected]>
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Coverage Report

Status Category Percentage Covered / Total
🔵 Lines 19.16% 534 / 2787
🔵 Statements 19.16% 534 / 2787
🔵 Functions 30.86% 25 / 81
🔵 Branches 69.5% 139 / 200
File CoverageNo changed files found.
Generated in workflow #142 for commit 95fe474 by the Vitest Coverage Report Action

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stateofdev-ma 95fe474 Nov 22 2025, 08:52 PM

Comment thread survey/4-ai.yml Outdated
- Caffe
- Mistral
- PyBrain
- IBM Watson

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WE can remoe watson

Removed several AI tools from the survey list, including IBM Watson, AI21 Labs (Jamba), BabyAGI / AutoGPT, Axolotl, and others.
@yjose
yjose merged commit ec3fe5a into master Nov 22, 2025
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